Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 3274 |
| Missing cells | 324 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 666.2 KiB |
| Average record size in memory | 208.4 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 9 |
defaulter has constant value "0" | Constant |
Transaction mount is highly overall correlated with Annual Income and 5 other fields | High correlation |
Annual Income is highly overall correlated with Transaction mount and 5 other fields | High correlation |
Spending Score (1-100) is highly overall correlated with Transaction mount and 4 other fields | High correlation |
Atm Used PM is highly overall correlated with CustGender | High correlation |
Credit Card PM is highly overall correlated with Saving accounts | High correlation |
Credit_Limit is highly overall correlated with Transaction mount and 5 other fields | High correlation |
Work_Experience is highly overall correlated with Transaction mount and 4 other fields | High correlation |
Graduated is highly overall correlated with Transaction mount and 4 other fields | High correlation |
CustGender is highly overall correlated with Atm Used PM | High correlation |
Saving accounts is highly overall correlated with Credit Card PM | High correlation |
Spending_Score is highly overall correlated with Transaction mount and 2 other fields | High correlation |
Work_Experience has 318 (9.7%) missing values | Missing |
Customer_ID has unique values | Unique |
Profession has 976 (29.8%) zeros | Zeros |
state has 43 (1.3%) zeros | Zeros |
Purpose has 916 (28.0%) zeros | Zeros |
Atm Used PM has 138 (4.2%) zeros | Zeros |
Credit Card PM has 662 (20.2%) zeros | Zeros |
credit card repayment in days has 36 (1.1%) zeros | Zeros |
Work_Experience has 58 (1.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-20 06:32:47.207709 |
|---|---|
| Analysis finished | 2023-02-20 06:33:19.933581 |
| Duration | 32.73 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
Customer_ID
Real number (ℝ)
| Distinct | 3274 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2505.4719 |
| Minimum | 0 |
|---|---|
| Maximum | 4988 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 262.65 |
| Q1 | 1275.25 |
| median | 2513.5 |
| Q3 | 3764.5 |
| 95-th percentile | 4744.35 |
| Maximum | 4988 |
| Range | 4988 |
| Interquartile range (IQR) | 2489.25 |
Descriptive statistics
| Standard deviation | 1439.4982 |
|---|---|
| Coefficient of variation (CV) | 0.57454173 |
| Kurtosis | -1.2073123 |
| Mean | 2505.4719 |
| Median Absolute Deviation (MAD) | 1243 |
| Skewness | 0.0029722227 |
| Sum | 8202915 |
| Variance | 2072154.9 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3343 | 1 | < 0.1% |
| 3332 | 1 | < 0.1% |
| 3333 | 1 | < 0.1% |
| 3334 | 1 | < 0.1% |
| 3335 | 1 | < 0.1% |
| 3337 | 1 | < 0.1% |
| 3338 | 1 | < 0.1% |
| 3339 | 1 | < 0.1% |
| 3340 | 1 | < 0.1% |
| Other values (3264) | 3264 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 6 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 |
| Value | Count | Frequency (%) |
| 4988 | 1 | |
| 4986 | 1 | |
| 4985 | 1 | |
| 4984 | 1 | |
| 4983 | 1 | |
| 4982 | 1 | |
| 4981 | 1 | |
| 4980 | 1 | |
| 4976 | 1 | |
| 4972 | 1 |
age
Real number (ℝ)
| Distinct | 41 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.2135 |
| Minimum | 20 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 33 |
| median | 38 |
| Q3 | 45 |
| 95-th percentile | 56 |
| Maximum | 60 |
| Range | 40 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.700323 |
|---|---|
| Coefficient of variation (CV) | 0.2218706 |
| Kurtosis | -0.55449374 |
| Mean | 39.2135 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.47561981 |
| Sum | 128385 |
| Variance | 75.69562 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 36 | 188 | 5.7% |
| 35 | 183 | 5.6% |
| 33 | 163 | 5.0% |
| 32 | 148 | 4.5% |
| 39 | 144 | 4.4% |
| 31 | 142 | 4.3% |
| 34 | 142 | 4.3% |
| 37 | 136 | 4.2% |
| 41 | 125 | 3.8% |
| 38 | 124 | 3.8% |
| Other values (31) | 1779 |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 21 | 1 | < 0.1% |
| 22 | 4 | 0.1% |
| 23 | 5 | 0.2% |
| 24 | 30 | 0.9% |
| 25 | 46 | |
| 26 | 54 | |
| 27 | 49 | |
| 28 | 95 | |
| 29 | 104 |
| Value | Count | Frequency (%) |
| 60 | 19 | 0.6% |
| 59 | 32 | |
| 58 | 36 | |
| 57 | 51 | |
| 56 | 48 | |
| 55 | 40 | |
| 54 | 47 | |
| 53 | 51 | |
| 52 | 56 | |
| 51 | 56 |
Graduated
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 180.2 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3274 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1973 | |
| 0 | 1301 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1973 | |
| 0 | 1301 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1973 | |
| 0 | 1301 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3274 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1973 | |
| 0 | 1301 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3274 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1973 | |
| 0 | 1301 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3274 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1973 | |
| 0 | 1301 |
marital
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 180.2 KiB |
| 2 | |
|---|---|
| 0 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3274 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 2128 | |
| 0 | 727 | 22.2% |
| 1 | 419 | 12.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 2128 | |
| 0 | 727 | 22.2% |
| 1 | 419 | 12.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 2128 | |
| 0 | 727 | 22.2% |
| 1 | 419 | 12.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3274 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2128 | |
| 0 | 727 | 22.2% |
| 1 | 419 | 12.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3274 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 2128 | |
| 0 | 727 | 22.2% |
| 1 | 419 | 12.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3274 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 2128 | |
| 0 | 727 | 22.2% |
| 1 | 419 | 12.8% |
Profession
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8958461 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 976 |
| Zeros (%) | 29.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.5915256 |
|---|---|
| Coefficient of variation (CV) | 0.89491137 |
| Kurtosis | -0.94109111 |
| Mean | 2.8958461 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.44079977 |
| Sum | 9481 |
| Variance | 6.7160047 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 976 | |
| 5 | 551 | |
| 3 | 412 | |
| 1 | 294 | 9.0% |
| 2 | 292 | 8.9% |
| 7 | 251 | 7.7% |
| 4 | 249 | 7.6% |
| 8 | 115 | 3.5% |
| 6 | 89 | 2.7% |
| 9 | 45 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 976 | |
| 1 | 294 | 9.0% |
| 2 | 292 | 8.9% |
| 3 | 412 | |
| 4 | 249 | 7.6% |
| 5 | 551 | |
| 6 | 89 | 2.7% |
| 7 | 251 | 7.7% |
| 8 | 115 | 3.5% |
| 9 | 45 | 1.4% |
| Value | Count | Frequency (%) |
| 9 | 45 | 1.4% |
| 8 | 115 | 3.5% |
| 7 | 251 | 7.7% |
| 6 | 89 | 2.7% |
| 5 | 551 | |
| 4 | 249 | 7.6% |
| 3 | 412 | |
| 2 | 292 | 8.9% |
| 1 | 294 | 9.0% |
| 0 | 976 |
defaulter
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 180.2 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3274 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3274 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3274 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3274 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3274 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3274 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3274 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3274 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3274 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3274 |
loan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 180.2 KiB |
| 0 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3274 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| 2 | 484 | 14.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| 2 | 484 | 14.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| 2 | 484 | 14.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3274 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| 2 | 484 | 14.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3274 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| 2 | 484 | 14.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3274 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2790 | |
| 2 | 484 | 14.8% |
CustGender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 180.2 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3274 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2392 | |
| 0 | 882 | 26.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2392 | |
| 0 | 882 | 26.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2392 | |
| 0 | 882 | 26.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3274 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2392 | |
| 0 | 882 | 26.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3274 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2392 | |
| 0 | 882 | 26.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3274 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2392 | |
| 0 | 882 | 26.9% |
state
Real number (ℝ)
| Distinct | 54 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.288943 |
| Minimum | 0 |
|---|---|
| Maximum | 53 |
| Zeros | 43 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 9 |
| median | 23 |
| Q3 | 38 |
| 95-th percentile | 50 |
| Maximum | 53 |
| Range | 53 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 16.036571 |
|---|---|
| Coefficient of variation (CV) | 0.6602416 |
| Kurtosis | -1.2992498 |
| Mean | 24.288943 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.16182112 |
| Sum | 79522 |
| Variance | 257.1716 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 381 | 11.6% |
| 50 | 190 | 5.8% |
| 9 | 184 | 5.6% |
| 33 | 168 | 5.1% |
| 10 | 140 | 4.3% |
| 5 | 120 | 3.7% |
| 45 | 105 | 3.2% |
| 22 | 101 | 3.1% |
| 14 | 94 | 2.9% |
| 31 | 92 | 2.8% |
| Other values (44) | 1699 |
| Value | Count | Frequency (%) |
| 0 | 43 | 1.3% |
| 1 | 8 | 0.2% |
| 2 | 65 | 2.0% |
| 3 | 41 | 1.3% |
| 4 | 381 | |
| 5 | 120 | 3.7% |
| 6 | 22 | 0.7% |
| 7 | 9 | 0.3% |
| 8 | 7 | 0.2% |
| 9 | 184 |
| Value | Count | Frequency (%) |
| 53 | 10 | 0.3% |
| 52 | 66 | 2.0% |
| 51 | 3 | 0.1% |
| 50 | 190 | |
| 49 | 68 | 2.1% |
| 48 | 2 | 0.1% |
| 47 | 21 | 0.6% |
| 46 | 48 | 1.5% |
| 45 | 105 | |
| 44 | 59 | 1.8% |
Transaction mount
Real number (ℝ)
| Distinct | 101 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.314294 |
| Minimum | 30 |
|---|---|
| Maximum | 130 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 54.25 |
| median | 72 |
| Q3 | 86 |
| 95-th percentile | 109 |
| Maximum | 130 |
| Range | 100 |
| Interquartile range (IQR) | 31.75 |
Descriptive statistics
| Standard deviation | 21.712757 |
|---|---|
| Coefficient of variation (CV) | 0.3044657 |
| Kurtosis | -0.51533447 |
| Mean | 71.314294 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.20325683 |
| Sum | 233483 |
| Variance | 471.44381 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 78 | 87 | 2.7% |
| 70 | 80 | 2.4% |
| 80 | 77 | 2.4% |
| 72 | 74 | 2.3% |
| 74 | 69 | 2.1% |
| 56 | 69 | 2.1% |
| 52 | 67 | 2.0% |
| 50 | 66 | 2.0% |
| 60 | 65 | 2.0% |
| 77 | 64 | 2.0% |
| Other values (91) | 2556 |
| Value | Count | Frequency (%) |
| 30 | 20 | |
| 31 | 27 | |
| 32 | 26 | |
| 33 | 24 | |
| 34 | 30 | |
| 35 | 23 | |
| 36 | 28 | |
| 37 | 22 | |
| 38 | 24 | |
| 39 | 37 |
| Value | Count | Frequency (%) |
| 130 | 4 | |
| 129 | 5 | |
| 128 | 5 | |
| 127 | 4 | |
| 126 | 5 | |
| 125 | 5 | |
| 124 | 2 | 0.1% |
| 123 | 3 | |
| 122 | 2 | 0.1% |
| 121 | 5 |
CustAccountBalance
Real number (ℝ)
| Distinct | 3067 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 6 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 112559.64 |
| Minimum | 0 |
|---|---|
| Maximum | 14131195 |
| Zeros | 8 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 142.8425 |
| Q1 | 5650.7475 |
| median | 18653.125 |
| Q3 | 65487.02 |
| 95-th percentile | 440463.42 |
| Maximum | 14131195 |
| Range | 14131195 |
| Interquartile range (IQR) | 59836.272 |
Descriptive statistics
| Standard deviation | 462677.7 |
|---|---|
| Coefficient of variation (CV) | 4.1105117 |
| Kurtosis | 370.15843 |
| Mean | 112559.64 |
| Median Absolute Deviation (MAD) | 16682.64 |
| Skewness | 15.733335 |
| Sum | 3.6784489 × 108 |
| Variance | 2.1407066 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 8 | 0.2% |
| 27021.05 | 7 | 0.2% |
| 324551.5 | 4 | 0.1% |
| 4573.28 | 4 | 0.1% |
| 96276.9 | 4 | 0.1% |
| 4102.18 | 3 | 0.1% |
| 7371.9 | 3 | 0.1% |
| 11614.1 | 3 | 0.1% |
| 36537.44 | 3 | 0.1% |
| 179848.2 | 3 | 0.1% |
| Other values (3057) | 3226 | |
| (Missing) | 6 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.02 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.61 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.78 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 1.46 | 1 | < 0.1% |
| 1.47 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 14131195.02 | 1 | |
| 10576939.93 | 1 | |
| 6556608.08 | 1 | |
| 6153347.84 | 1 | |
| 4682213.6 | 1 | |
| 4027066.25 | 1 | |
| 3659161.33 | 1 | |
| 3656641.02 | 1 | |
| 3654866.88 | 1 | |
| 3482113.5 | 1 |
Annual Income
Real number (ℝ)
| Distinct | 101 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.519853 |
| Minimum | 50 |
|---|---|
| Maximum | 150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 59 |
| Q1 | 76 |
| median | 95 |
| Q3 | 108 |
| 95-th percentile | 129 |
| Maximum | 150 |
| Range | 100 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 21.31871 |
|---|---|
| Coefficient of variation (CV) | 0.22795919 |
| Kurtosis | -0.58432069 |
| Mean | 93.519853 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.067058345 |
| Sum | 306184 |
| Variance | 454.48738 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 72 | 82 | 2.5% |
| 100 | 80 | 2.4% |
| 105 | 72 | 2.2% |
| 110 | 72 | 2.2% |
| 109 | 70 | 2.1% |
| 90 | 68 | 2.1% |
| 108 | 67 | 2.0% |
| 92 | 65 | 2.0% |
| 91 | 63 | 1.9% |
| 103 | 62 | 1.9% |
| Other values (91) | 2573 |
| Value | Count | Frequency (%) |
| 50 | 17 | |
| 51 | 19 | |
| 52 | 14 | |
| 53 | 19 | |
| 54 | 21 | |
| 55 | 17 | |
| 56 | 20 | |
| 57 | 14 | |
| 58 | 13 | |
| 59 | 17 |
| Value | Count | Frequency (%) |
| 150 | 4 | |
| 149 | 2 | 0.1% |
| 148 | 3 | |
| 147 | 5 | |
| 146 | 7 | |
| 145 | 4 | |
| 144 | 3 | |
| 143 | 2 | 0.1% |
| 142 | 5 | |
| 141 | 3 |
Spending Score (1-100)
Real number (ℝ)
| Distinct | 101 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.480443 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 16.65 |
| Q1 | 44 |
| median | 61 |
| Q3 | 72 |
| 95-th percentile | 86 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 21.217916 |
|---|---|
| Coefficient of variation (CV) | 0.37566837 |
| Kurtosis | -0.29047479 |
| Mean | 56.480443 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.613238 |
| Sum | 184916.97 |
| Variance | 450.19997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70 | 96 | 2.9% |
| 65 | 93 | 2.8% |
| 50 | 88 | 2.7% |
| 68 | 82 | 2.5% |
| 61 | 82 | 2.5% |
| 69 | 80 | 2.4% |
| 66 | 79 | 2.4% |
| 62 | 77 | 2.4% |
| 60 | 75 | 2.3% |
| 67 | 73 | 2.2% |
| Other values (91) | 2449 |
| Value | Count | Frequency (%) |
| 1 | 13 | |
| 2 | 11 | |
| 3 | 10 | |
| 4 | 17 | |
| 5 | 7 | |
| 6 | 11 | |
| 7 | 5 | 0.2% |
| 8 | 7 | |
| 9 | 15 | |
| 10 | 7 |
| Value | Count | Frequency (%) |
| 100 | 5 | 0.2% |
| 99 | 3 | 0.1% |
| 98 | 2 | 0.1% |
| 97 | 6 | 0.2% |
| 96 | 15 | |
| 95 | 3 | 0.1% |
| 94 | 5 | 0.2% |
| 93 | 5 | 0.2% |
| 92 | 8 | |
| 91 | 4 | 0.1% |
Housing
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 180.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3274 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2373 | |
| 2 | 493 | 15.1% |
| 0 | 408 | 12.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2373 | |
| 2 | 493 | 15.1% |
| 0 | 408 | 12.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2373 | |
| 2 | 493 | 15.1% |
| 0 | 408 | 12.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3274 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2373 | |
| 2 | 493 | 15.1% |
| 0 | 408 | 12.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3274 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2373 | |
| 2 | 493 | 15.1% |
| 0 | 408 | 12.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3274 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2373 | |
| 2 | 493 | 15.1% |
| 0 | 408 | 12.5% |
Saving accounts
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 180.2 KiB |
| 0 | |
|---|---|
| 4 | |
| 1 | |
| 2 | |
| 3 | 158 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3274 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1978 | |
| 4 | 601 | 18.4% |
| 1 | 339 | 10.4% |
| 2 | 198 | 6.0% |
| 3 | 158 | 4.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1978 | |
| 4 | 601 | 18.4% |
| 1 | 339 | 10.4% |
| 2 | 198 | 6.0% |
| 3 | 158 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1978 | |
| 4 | 601 | 18.4% |
| 1 | 339 | 10.4% |
| 2 | 198 | 6.0% |
| 3 | 158 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3274 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1978 | |
| 4 | 601 | 18.4% |
| 1 | 339 | 10.4% |
| 2 | 198 | 6.0% |
| 3 | 158 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3274 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1978 | |
| 4 | 601 | 18.4% |
| 1 | 339 | 10.4% |
| 2 | 198 | 6.0% |
| 3 | 158 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3274 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1978 | |
| 4 | 601 | 18.4% |
| 1 | 339 | 10.4% |
| 2 | 198 | 6.0% |
| 3 | 158 | 4.8% |
Checking account
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 180.2 KiB |
| 3 | |
|---|---|
| 1 | |
| 0 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3274 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 3 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1254 | |
| 1 | 912 | |
| 0 | 890 | |
| 2 | 218 | 6.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1254 | |
| 1 | 912 | |
| 0 | 890 | |
| 2 | 218 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1254 | |
| 1 | 912 | |
| 0 | 890 | |
| 2 | 218 | 6.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3274 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 1254 | |
| 1 | 912 | |
| 0 | 890 | |
| 2 | 218 | 6.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3274 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 1254 | |
| 1 | 912 | |
| 0 | 890 | |
| 2 | 218 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3274 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 1254 | |
| 1 | 912 | |
| 0 | 890 | |
| 2 | 218 | 6.7% |
Credit amount
Real number (ℝ)
| Distinct | 2888 |
|---|---|
| Distinct (%) | 88.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7931.0761 |
| Minimum | 250 |
|---|---|
| Maximum | 18488 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 250 |
|---|---|
| 5-th percentile | 899.65 |
| Q1 | 2910 |
| median | 7057 |
| Q3 | 12599.75 |
| 95-th percentile | 17316.7 |
| Maximum | 18488 |
| Range | 18238 |
| Interquartile range (IQR) | 9689.75 |
Descriptive statistics
| Standard deviation | 5466.5478 |
|---|---|
| Coefficient of variation (CV) | 0.68925676 |
| Kurtosis | -1.183389 |
| Mean | 7931.0761 |
| Median Absolute Deviation (MAD) | 4648 |
| Skewness | 0.34376593 |
| Sum | 25966343 |
| Variance | 29883145 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2384 | 4 | 0.1% |
| 10073 | 4 | 0.1% |
| 1262 | 4 | 0.1% |
| 15576 | 4 | 0.1% |
| 6527 | 4 | 0.1% |
| 5360 | 4 | 0.1% |
| 1158 | 4 | 0.1% |
| 17098 | 3 | 0.1% |
| 3414 | 3 | 0.1% |
| 3154 | 3 | 0.1% |
| Other values (2878) | 3237 |
| Value | Count | Frequency (%) |
| 250 | 1 | |
| 259 | 1 | |
| 270 | 1 | |
| 275 | 1 | |
| 276 | 1 | |
| 290 | 1 | |
| 318 | 1 | |
| 329 | 1 | |
| 336 | 1 | |
| 338 | 2 |
| Value | Count | Frequency (%) |
| 18488 | 1 | |
| 18486 | 1 | |
| 18470 | 1 | |
| 18467 | 1 | |
| 18464 | 1 | |
| 18457 | 1 | |
| 18456 | 1 | |
| 18454 | 1 | |
| 18446 | 1 | |
| 18444 | 1 |
Duration
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.578803 |
| Minimum | 2 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 12 |
| median | 24 |
| Q3 | 39 |
| 95-th percentile | 55 |
| Maximum | 72 |
| Range | 70 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 15.837841 |
|---|---|
| Coefficient of variation (CV) | 0.59588241 |
| Kurtosis | -0.95226799 |
| Mean | 26.578803 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.42238229 |
| Sum | 87019 |
| Variance | 250.8372 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12 | 259 | 7.9% |
| 24 | 243 | 7.4% |
| 18 | 188 | 5.7% |
| 6 | 127 | 3.9% |
| 15 | 123 | 3.8% |
| 36 | 122 | 3.7% |
| 48 | 100 | 3.1% |
| 30 | 87 | 2.7% |
| 9 | 75 | 2.3% |
| 10 | 73 | 2.2% |
| Other values (50) | 1877 |
| Value | Count | Frequency (%) |
| 2 | 44 | 1.3% |
| 3 | 45 | 1.4% |
| 4 | 38 | 1.2% |
| 5 | 31 | 0.9% |
| 6 | 127 | |
| 7 | 42 | 1.3% |
| 8 | 52 | |
| 9 | 75 | |
| 10 | 73 | |
| 11 | 38 | 1.2% |
| Value | Count | Frequency (%) |
| 72 | 1 | < 0.1% |
| 60 | 20 | |
| 59 | 30 | |
| 58 | 34 | |
| 57 | 35 | |
| 56 | 30 | |
| 55 | 37 | |
| 54 | 33 | |
| 53 | 36 | |
| 52 | 36 |
Purpose
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9526573 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 916 |
| Zeros (%) | 28.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 167.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7068778 |
|---|---|
| Coefficient of variation (CV) | 0.87413073 |
| Kurtosis | -0.15378723 |
| Mean | 1.9526573 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.61966766 |
| Sum | 6393 |
| Variance | 2.9134317 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 3 | 1089 | |
| 0 | 916 | |
| 1 | 602 | |
| 2 | 309 | 9.4% |
| 5 | 199 | 6.1% |
| 6 | 82 | 2.5% |
| 4 | 40 | 1.2% |
| 7 | 37 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 916 | |
| 1 | 602 | |
| 2 | 309 | 9.4% |
| 3 | 1089 | |
| 4 | 40 | 1.2% |
| 5 | 199 | 6.1% |
| 6 | 82 | 2.5% |
| 7 | 37 | 1.1% |
| Value | Count | Frequency (%) |
| 7 | 37 | 1.1% |
| 6 | 82 | 2.5% |
| 5 | 199 | 6.1% |
| 4 | 40 | 1.2% |
| 3 | 1089 | |
| 2 | 309 | 9.4% |
| 1 | 602 | |
| 0 | 916 |
Atm Used PM
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1533293 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 138 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.0504654 |
|---|---|
| Coefficient of variation (CV) | 0.493692 |
| Kurtosis | 0.089730921 |
| Mean | 4.1533293 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.32292647 |
| Sum | 13598 |
| Variance | 4.2044084 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 4 | 697 | |
| 3 | 669 | |
| 5 | 452 | |
| 2 | 390 | |
| 6 | 343 | |
| 7 | 338 | |
| 0 | 138 | 4.2% |
| 1 | 111 | 3.4% |
| 10 | 50 | 1.5% |
| 8 | 46 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 138 | 4.2% |
| 1 | 111 | 3.4% |
| 2 | 390 | |
| 3 | 669 | |
| 4 | 697 | |
| 5 | 452 | |
| 6 | 343 | |
| 7 | 338 | |
| 8 | 46 | 1.4% |
| 9 | 40 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 50 | 1.5% |
| 9 | 40 | 1.2% |
| 8 | 46 | 1.4% |
| 7 | 338 | |
| 6 | 343 | |
| 5 | 452 | |
| 4 | 697 | |
| 3 | 669 | |
| 2 | 390 | |
| 1 | 111 | 3.4% |
Credit Card PM
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.446854 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 662 |
| Zeros (%) | 20.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.3576654 |
|---|---|
| Coefficient of variation (CV) | 0.96354969 |
| Kurtosis | 2.4069794 |
| Mean | 2.446854 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.4793453 |
| Sum | 8011 |
| Variance | 5.5585862 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 688 | |
| 2 | 673 | |
| 0 | 662 | |
| 1 | 650 | |
| 7 | 141 | 4.3% |
| 6 | 118 | 3.6% |
| 5 | 106 | 3.2% |
| 4 | 85 | 2.6% |
| 8 | 77 | 2.4% |
| 10 | 27 | 0.8% |
| Other values (4) | 47 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 662 | |
| 1 | 650 | |
| 2 | 673 | |
| 3 | 688 | |
| 4 | 85 | 2.6% |
| 5 | 106 | 3.2% |
| 6 | 118 | 3.6% |
| 7 | 141 | 4.3% |
| 8 | 77 | 2.4% |
| 9 | 24 | 0.7% |
| Value | Count | Frequency (%) |
| 13 | 13 | 0.4% |
| 12 | 5 | 0.2% |
| 11 | 5 | 0.2% |
| 10 | 27 | 0.8% |
| 9 | 24 | 0.7% |
| 8 | 77 | |
| 7 | 141 | |
| 6 | 118 | |
| 5 | 106 | |
| 4 | 85 |
credit card repayment in days
Real number (ℝ)
| Distinct | 101 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.81796 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 36 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24 |
| median | 50 |
| Q3 | 75 |
| 95-th percentile | 96 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 51 |
Descriptive statistics
| Standard deviation | 29.417533 |
|---|---|
| Coefficient of variation (CV) | 0.59050055 |
| Kurtosis | -1.2093528 |
| Mean | 49.81796 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.0042568014 |
| Sum | 163104 |
| Variance | 865.39123 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 29 | 47 | 1.4% |
| 6 | 47 | 1.4% |
| 64 | 46 | 1.4% |
| 34 | 44 | 1.3% |
| 53 | 43 | 1.3% |
| 59 | 42 | 1.3% |
| 70 | 42 | 1.3% |
| 16 | 41 | 1.3% |
| 4 | 40 | 1.2% |
| 94 | 40 | 1.2% |
| Other values (91) | 2842 |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 1 | 25 | |
| 2 | 34 | |
| 3 | 38 | |
| 4 | 40 | |
| 5 | 39 | |
| 6 | 47 | |
| 7 | 32 | |
| 8 | 39 | |
| 9 | 23 |
| Value | Count | Frequency (%) |
| 100 | 35 | |
| 99 | 31 | |
| 98 | 38 | |
| 97 | 39 | |
| 96 | 28 | |
| 95 | 34 | |
| 94 | 40 | |
| 93 | 34 | |
| 92 | 33 | |
| 91 | 27 |
Credit_Limit
Real number (ℝ)
| Distinct | 3032 |
|---|---|
| Distinct (%) | 92.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14830.944 |
| Minimum | 1504 |
|---|---|
| Maximum | 34968 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 1504 |
|---|---|
| 5-th percentile | 2272.55 |
| Q1 | 5455.75 |
| median | 16018 |
| Q3 | 22390.5 |
| 95-th percentile | 28307.05 |
| Maximum | 34968 |
| Range | 33464 |
| Interquartile range (IQR) | 16934.75 |
Descriptive statistics
| Standard deviation | 8862.7856 |
|---|---|
| Coefficient of variation (CV) | 0.59758741 |
| Kurtosis | -1.2143734 |
| Mean | 14830.944 |
| Median Absolute Deviation (MAD) | 7458 |
| Skewness | 0.019764679 |
| Sum | 48556512 |
| Variance | 78548969 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22484 | 4 | 0.1% |
| 22183 | 3 | 0.1% |
| 24248 | 3 | 0.1% |
| 22848 | 3 | 0.1% |
| 21023 | 3 | 0.1% |
| 2278 | 3 | 0.1% |
| 2237 | 3 | 0.1% |
| 21487 | 3 | 0.1% |
| 20996 | 3 | 0.1% |
| 4995 | 3 | 0.1% |
| Other values (3022) | 3243 |
| Value | Count | Frequency (%) |
| 1504 | 1 | |
| 1505 | 1 | |
| 1515 | 2 | |
| 1516 | 1 | |
| 1517 | 1 | |
| 1518 | 1 | |
| 1523 | 1 | |
| 1524 | 1 | |
| 1538 | 1 | |
| 1542 | 1 |
| Value | Count | Frequency (%) |
| 34968 | 1 | |
| 34887 | 1 | |
| 34834 | 1 | |
| 34767 | 1 | |
| 34766 | 1 | |
| 34732 | 1 | |
| 34717 | 1 | |
| 34484 | 1 | |
| 34443 | 1 | |
| 34434 | 1 |
Work_Experience
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 318 |
| Missing (%) | 9.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.6224628 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 58 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 10 |
| Q3 | 12 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.5800098 |
|---|---|
| Coefficient of variation (CV) | 0.37204714 |
| Kurtosis | 0.18927686 |
| Mean | 9.6224628 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.94111214 |
| Sum | 28444 |
| Variance | 12.81647 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 10 | 531 | |
| 11 | 385 | |
| 14 | 353 | |
| 12 | 329 | |
| 13 | 327 | |
| 9 | 168 | 5.1% |
| 6 | 164 | 5.0% |
| 8 | 161 | 4.9% |
| 7 | 128 | 3.9% |
| 3 | 86 | 2.6% |
| Other values (5) | 324 | |
| (Missing) | 318 |
| Value | Count | Frequency (%) |
| 0 | 58 | 1.8% |
| 1 | 65 | 2.0% |
| 2 | 60 | 1.8% |
| 3 | 86 | |
| 4 | 70 | |
| 5 | 71 | |
| 6 | 164 | |
| 7 | 128 | |
| 8 | 161 | |
| 9 | 168 |
| Value | Count | Frequency (%) |
| 14 | 353 | |
| 13 | 327 | |
| 12 | 329 | |
| 11 | 385 | |
| 10 | 531 | |
| 9 | 168 | 5.1% |
| 8 | 161 | 4.9% |
| 7 | 128 | 3.9% |
| 6 | 164 | 5.0% |
| 5 | 71 | 2.2% |
Spending_Score
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 180.2 KiB |
| 2 | |
|---|---|
| 0 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3274 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 1998 | |
| 0 | 805 | |
| 1 | 471 | 14.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 1998 | |
| 0 | 805 | |
| 1 | 471 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1998 | |
| 0 | 805 | |
| 1 | 471 | 14.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3274 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 1998 | |
| 0 | 805 | |
| 1 | 471 | 14.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3274 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 1998 | |
| 0 | 805 | |
| 1 | 471 | 14.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3274 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 1998 | |
| 0 | 805 | |
| 1 | 471 | 14.4% |
Family_Size
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2962737 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 180.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.582888 |
|---|---|
| Coefficient of variation (CV) | 0.48020528 |
| Kurtosis | -1.0209996 |
| Mean | 3.2962737 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.32961284 |
| Sum | 10792 |
| Variance | 2.5055345 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2 | 811 | |
| 3 | 778 | |
| 6 | 440 | |
| 5 | 422 | |
| 4 | 421 | |
| 1 | 402 |
| Value | Count | Frequency (%) |
| 1 | 402 | |
| 2 | 811 | |
| 3 | 778 | |
| 4 | 421 | |
| 5 | 422 | |
| 6 | 440 |
| Value | Count | Frequency (%) |
| 6 | 440 | |
| 5 | 422 | |
| 4 | 421 | |
| 3 | 778 | |
| 2 | 811 | |
| 1 | 402 |
| Customer_ID | age | Profession | state | Transaction mount | CustAccountBalance | Annual Income | Spending Score (1-100) | Credit amount | Duration | Purpose | Atm Used PM | Credit Card PM | credit card repayment in days | Credit_Limit | Work_Experience | Family_Size | Graduated | marital | loan | CustGender | Housing | Saving accounts | Checking account | Spending_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Customer_ID | 1.000 | -0.103 | -0.019 | 0.090 | 0.040 | 0.016 | 0.042 | 0.028 | 0.368 | 0.210 | 0.008 | -0.017 | -0.029 | 0.013 | 0.030 | 0.043 | -0.017 | 0.000 | 0.038 | 0.000 | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 |
| age | -0.103 | 1.000 | 0.003 | -0.034 | -0.032 | -0.034 | -0.037 | -0.030 | -0.077 | -0.041 | 0.013 | 0.065 | -0.015 | 0.006 | -0.049 | -0.027 | 0.111 | 0.000 | 0.270 | 0.050 | 0.000 | 0.000 | 0.015 | 0.000 | 0.010 |
| Profession | -0.019 | 0.003 | 1.000 | -0.017 | -0.188 | -0.007 | -0.185 | -0.215 | -0.008 | -0.015 | -0.024 | -0.018 | 0.029 | -0.014 | -0.167 | -0.215 | -0.012 | 0.383 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.440 |
| state | 0.090 | -0.034 | -0.017 | 1.000 | -0.033 | -0.018 | -0.028 | -0.025 | 0.066 | -0.000 | -0.007 | -0.030 | 0.032 | -0.017 | -0.017 | -0.014 | -0.009 | 0.000 | 0.029 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 |
| Transaction mount | 0.040 | -0.032 | -0.188 | -0.033 | 1.000 | -0.001 | 0.793 | 0.792 | 0.045 | 0.018 | -0.020 | -0.026 | 0.052 | -0.017 | 0.700 | 0.626 | -0.154 | 0.612 | 0.275 | 0.000 | 0.000 | 0.022 | 0.027 | 0.000 | 0.616 |
| CustAccountBalance | 0.016 | -0.034 | -0.007 | -0.018 | -0.001 | 1.000 | 0.032 | 0.012 | -0.010 | 0.031 | 0.001 | -0.056 | -0.027 | -0.019 | 0.022 | 0.025 | -0.009 | 0.000 | 0.000 | 0.043 | 0.012 | 0.000 | 0.021 | 0.004 | 0.000 |
| Annual Income | 0.042 | -0.037 | -0.185 | -0.028 | 0.793 | 0.032 | 1.000 | 0.764 | 0.029 | 0.029 | -0.013 | -0.027 | 0.036 | -0.025 | 0.901 | 0.763 | -0.121 | 0.617 | 0.219 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.617 |
| Spending Score (1-100) | 0.028 | -0.030 | -0.215 | -0.025 | 0.792 | 0.012 | 0.764 | 1.000 | 0.025 | 0.032 | -0.034 | -0.007 | 0.031 | -0.009 | 0.671 | 0.624 | -0.092 | 0.824 | 0.387 | 0.019 | 0.000 | 0.000 | 0.012 | 0.007 | 0.479 |
| Credit amount | 0.368 | -0.077 | -0.008 | 0.066 | 0.045 | -0.010 | 0.029 | 0.025 | 1.000 | 0.170 | 0.062 | -0.005 | 0.004 | -0.008 | 0.031 | 0.026 | -0.019 | 0.010 | 0.024 | 0.000 | 0.023 | 0.030 | 0.008 | 0.022 | 0.012 |
| Duration | 0.210 | -0.041 | -0.015 | -0.000 | 0.018 | 0.031 | 0.029 | 0.032 | 0.170 | 1.000 | 0.025 | -0.004 | -0.007 | -0.009 | 0.023 | 0.045 | -0.018 | 0.032 | 0.000 | 0.000 | 0.024 | 0.030 | 0.042 | 0.000 | 0.021 |
| Purpose | 0.008 | 0.013 | -0.024 | -0.007 | -0.020 | 0.001 | -0.013 | -0.034 | 0.062 | 0.025 | 1.000 | -0.019 | 0.012 | -0.009 | -0.005 | -0.001 | 0.021 | 0.000 | 0.000 | 0.000 | 0.007 | 0.023 | 0.080 | 0.114 | 0.021 |
| Atm Used PM | -0.017 | 0.065 | -0.018 | -0.030 | -0.026 | -0.056 | -0.027 | -0.007 | -0.005 | -0.004 | -0.019 | 1.000 | 0.198 | -0.002 | -0.028 | -0.007 | 0.196 | 0.030 | 0.277 | 0.000 | 0.541 | 0.000 | 0.250 | 0.058 | 0.096 |
| Credit Card PM | -0.029 | -0.015 | 0.029 | 0.032 | 0.052 | -0.027 | 0.036 | 0.031 | 0.004 | -0.007 | 0.012 | 0.198 | 1.000 | -0.000 | 0.033 | 0.027 | -0.026 | 0.000 | 0.119 | 0.000 | 0.102 | 0.034 | 0.538 | 0.095 | 0.074 |
| credit card repayment in days | 0.013 | 0.006 | -0.014 | -0.017 | -0.017 | -0.019 | -0.025 | -0.009 | -0.008 | -0.009 | -0.009 | -0.002 | -0.000 | 1.000 | -0.030 | -0.023 | -0.015 | 0.044 | 0.014 | 0.037 | 0.000 | 0.024 | 0.026 | 0.039 | 0.018 |
| Credit_Limit | 0.030 | -0.049 | -0.167 | -0.017 | 0.700 | 0.022 | 0.901 | 0.671 | 0.031 | 0.023 | -0.005 | -0.028 | 0.033 | -0.030 | 1.000 | 0.663 | -0.111 | 0.537 | 0.144 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.529 |
| Work_Experience | 0.043 | -0.027 | -0.215 | -0.014 | 0.626 | 0.025 | 0.763 | 0.624 | 0.026 | 0.045 | -0.001 | -0.007 | 0.027 | -0.023 | 0.663 | 1.000 | -0.081 | 0.600 | 0.109 | 0.004 | 0.000 | 0.000 | 0.000 | 0.019 | 0.365 |
| Family_Size | -0.017 | 0.111 | -0.012 | -0.009 | -0.154 | -0.009 | -0.121 | -0.092 | -0.019 | -0.018 | 0.021 | 0.196 | -0.026 | -0.015 | -0.111 | -0.081 | 1.000 | 0.026 | 0.483 | 0.015 | 0.000 | 0.000 | 0.015 | 0.024 | 0.000 |
| Graduated | 0.000 | 0.000 | 0.383 | 0.000 | 0.612 | 0.000 | 0.617 | 0.824 | 0.010 | 0.032 | 0.000 | 0.030 | 0.000 | 0.044 | 0.537 | 0.600 | 0.026 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.150 |
| marital | 0.038 | 0.270 | 0.000 | 0.029 | 0.275 | 0.000 | 0.219 | 0.387 | 0.024 | 0.000 | 0.000 | 0.277 | 0.119 | 0.014 | 0.144 | 0.109 | 0.483 | 0.000 | 1.000 | 0.040 | 0.000 | 0.000 | 0.019 | 0.017 | 0.000 |
| loan | 0.000 | 0.050 | 0.000 | 0.044 | 0.000 | 0.043 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.004 | 0.015 | 0.000 | 0.040 | 1.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 |
| CustGender | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.023 | 0.024 | 0.007 | 0.541 | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Housing | 0.000 | 0.000 | 0.025 | 0.000 | 0.022 | 0.000 | 0.013 | 0.000 | 0.030 | 0.030 | 0.023 | 0.000 | 0.034 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 1.000 | 0.018 | 0.000 | 0.009 |
| Saving accounts | 0.000 | 0.015 | 0.000 | 0.000 | 0.027 | 0.021 | 0.000 | 0.012 | 0.008 | 0.042 | 0.080 | 0.250 | 0.538 | 0.026 | 0.018 | 0.000 | 0.015 | 0.001 | 0.019 | 0.000 | 0.000 | 0.018 | 1.000 | 0.168 | 0.000 |
| Checking account | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.007 | 0.022 | 0.000 | 0.114 | 0.058 | 0.095 | 0.039 | 0.000 | 0.019 | 0.024 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.168 | 1.000 | 0.034 |
| Spending_Score | 0.000 | 0.010 | 0.440 | 0.020 | 0.616 | 0.000 | 0.617 | 0.479 | 0.012 | 0.021 | 0.021 | 0.096 | 0.074 | 0.018 | 0.529 | 0.365 | 0.000 | 0.150 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.034 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Customer_ID | age | Graduated | marital | Profession | defaulter | loan | CustGender | state | Transaction mount | CustAccountBalance | Annual Income | Spending Score (1-100) | Housing | Saving accounts | Checking account | Credit amount | Duration | Purpose | Atm Used PM | Credit Card PM | credit card repayment in days | Credit_Limit | Work_Experience | Spending_Score | Family_Size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 56 | 0 | 2 | 5 | 0 | 0 | 0 | 50 | 44 | 17819.05 | 51 | 31.0 | 1 | 4 | 0 | 1169 | 6 | 0 | 0 | 2 | 14 | 3760 | 2.0 | 2 | 5 |
| 2 | 2 | 37 | 1 | 2 | 2 | 0 | 0 | 0 | 50 | 74 | 17874.44 | 84 | 70.0 | 1 | 0 | 3 | 2096 | 12 | 5 | 0 | 3 | 16 | 19457 | 6.0 | 2 | 4 |
| 3 | 3 | 40 | 1 | 2 | 7 | 0 | 0 | 0 | 14 | 106 | 866503.21 | 125 | 77.0 | 0 | 0 | 0 | 7882 | 42 | 1 | 3 | 3 | 76 | 24003 | 11.0 | 1 | 2 |
| 4 | 4 | 56 | 1 | 2 | 3 | 0 | 2 | 0 | 50 | 117 | 6714.43 | 131 | 80.0 | 0 | 0 | 0 | 4870 | 24 | 3 | 3 | 3 | 56 | 30667 | NaN | 1 | 2 |
| 6 | 6 | 59 | 1 | 2 | 5 | 0 | 0 | 0 | 14 | 52 | 973.46 | 106 | 64.0 | 1 | 2 | 3 | 2835 | 24 | 1 | 5 | 0 | 45 | 20337 | 10.0 | 2 | 5 |
| 8 | 8 | 24 | 1 | 0 | 2 | 0 | 0 | 0 | 2 | 74 | 14906.96 | 105 | 80.0 | 1 | 3 | 3 | 3059 | 12 | 0 | 6 | 7 | 91 | 24378 | 13.0 | 2 | 1 |
| 9 | 9 | 25 | 1 | 0 | 0 | 0 | 0 | 1 | 4 | 108 | 4279.22 | 124 | 87.0 | 1 | 0 | 1 | 5234 | 30 | 3 | 4 | 0 | 37 | 22743 | 12.0 | 0 | 1 |
| 11 | 11 | 25 | 0 | 0 | 5 | 0 | 0 | 1 | 14 | 47 | 14613.46 | 62 | 22.0 | 2 | 0 | 0 | 4308 | 48 | 2 | 2 | 2 | 48 | 2303 | 2.0 | 2 | 1 |
| 12 | 12 | 29 | 0 | 0 | 4 | 0 | 2 | 1 | 50 | 31 | 32274.78 | 76 | 28.0 | 1 | 0 | 1 | 1567 | 12 | 0 | 2 | 2 | 51 | 17082 | 10.0 | 2 | 2 |
| 13 | 13 | 57 | 0 | 1 | 7 | 0 | 0 | 0 | 2 | 32 | 59950.44 | 70 | 9.0 | 1 | 0 | 0 | 1199 | 24 | 3 | 5 | 0 | 29 | 4284 | NaN | 2 | 3 |
| Customer_ID | age | Graduated | marital | Profession | defaulter | loan | CustGender | state | Transaction mount | CustAccountBalance | Annual Income | Spending Score (1-100) | Housing | Saving accounts | Checking account | Credit amount | Duration | Purpose | Atm Used PM | Credit Card PM | credit card repayment in days | Credit_Limit | Work_Experience | Spending_Score | Family_Size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4982 | 4972 | 44 | 1 | 1 | 0 | 0 | 2 | 1 | 39 | 104 | 16014.33 | 120 | 77.0 | 1 | 0 | 0 | 4110 | 24 | 1 | 3 | 2 | 94 | 23269 | 14.0 | 0 | 3 |
| 4986 | 4976 | 37 | 1 | 2 | 7 | 0 | 0 | 1 | 39 | 63 | 4893.26 | 85 | 57.0 | 1 | 0 | 0 | 4169 | 24 | 1 | 3 | 1 | 89 | 16147 | 6.0 | 2 | 2 |
| 4990 | 4980 | 32 | 1 | 0 | 0 | 0 | 0 | 1 | 39 | 82 | 13700.61 | 100 | 77.0 | 1 | 2 | 1 | 3213 | 18 | 0 | 4 | 8 | 75 | 13959 | 10.0 | 2 | 2 |
| 4991 | 4981 | 35 | 0 | 0 | 8 | 0 | 0 | 1 | 39 | 48 | 8961.86 | 90 | 27.0 | 1 | 0 | 1 | 4439 | 18 | 2 | 2 | 0 | 94 | 16748 | 12.0 | 2 | 3 |
| 4992 | 4982 | 50 | 1 | 2 | 5 | 0 | 0 | 1 | 39 | 80 | 64313.91 | 87 | 58.0 | 1 | 0 | 2 | 3949 | 10 | 3 | 3 | 2 | 54 | 17776 | 10.0 | 2 | 4 |
| 4993 | 4983 | 33 | 1 | 1 | 7 | 0 | 0 | 1 | 39 | 110 | 11009.04 | 148 | 89.0 | 0 | 0 | 3 | 1459 | 15 | 0 | 2 | 3 | 82 | 30218 | 11.0 | 1 | 3 |
| 4994 | 4984 | 35 | 1 | 2 | 0 | 0 | 0 | 1 | 39 | 54 | 104784.01 | 109 | 61.0 | 1 | 0 | 1 | 882 | 13 | 0 | 7 | 1 | 48 | 24377 | 11.0 | 2 | 6 |
| 4995 | 4985 | 36 | 0 | 0 | 3 | 0 | 0 | 0 | 39 | 73 | 866503.21 | 82 | 59.0 | 0 | 2 | 1 | 3758 | 24 | 0 | 0 | 6 | 87 | 5641 | 7.0 | 0 | 2 |
| 4996 | 4986 | 29 | 1 | 0 | 2 | 0 | 0 | 1 | 39 | 109 | 9448.02 | 142 | 89.0 | 1 | 1 | 3 | 1743 | 6 | 2 | 3 | 8 | 86 | 31756 | 14.0 | 1 | 2 |
| 4998 | 4988 | 36 | 1 | 0 | 2 | 0 | 0 | 0 | 40 | 70 | 182799.21 | 108 | 62.0 | 1 | 0 | 3 | 1236 | 9 | 4 | 4 | 2 | 98 | 24156 | 14.0 | 2 | 1 |